{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Noise filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sdm as sdmlib\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "import urllib, cStringIO\n",
    "import random\n",
    "from IPython.core.display import display, Image as IPythonImage\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "width = 30\n",
    "height = 30\n",
    "noise_flip = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_img(letter='A'):\n",
    "    img = Image.new('RGBA', (30, 30), (255, 255, 255))\n",
    "    font = ImageFont.truetype('Arial.ttf', 30)\n",
    "    draw = ImageDraw.Draw(img)\n",
    "    draw.text((5, 0), letter, (0, 0, 0), font=font)\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gen_noise_add(img, p=0.15, flip=False):\n",
    "    img2 = img.copy()\n",
    "    draw = ImageDraw.Draw(img2)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            if random.random() < p:\n",
    "                if flip:\n",
    "                    pixel = img.getpixel((px, py))\n",
    "                    value = sum([int(x/255+0.5) for x in pixel[:3]])//3\n",
    "                    assert value == 0 or value == 1\n",
    "                    value = (1 - value)*255\n",
    "                    draw.point((px, py), fill=(value, value, value))\n",
    "                else:\n",
    "                    draw.point((px, py), fill=(0, 0, 0))\n",
    "    return img2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAC7CAYAAAB1qmWGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvNQv5yAAAEctJREFUeJzt3VuIXXWWx/Hfak3nYWwhmpokeJmIRENAJlIHZ6BbjGYU9cHoi7aYNoOBNDKK4jWI2s3ggGJ3Zh56aKhgSAUcpaW85EFmvCTBNAziqUS8lSaFpKMhlwo+WEMwIak1D3WcKev/L2ufsy/n7H99P1BU1aq9z/7vU6tWds46//82dxcAoP5+0u0BAACKQUEHgERQ0AEgERR0AEgEBR0AEkFBB4BEUNABIBEUdABIRK6CbmY3mtkXZjZqZhuLGhTQbeQ26sg6nSlqZmdJ2ifpeklfS/pA0p3u/llxwwOqR26jrs7Ose9Vkkbd/UtJMrOXJa2RNGPSL1y40JcuXZrjkMDMDhw4oOPHj1sBD9V2bptZcGXU398fbDc8PBzEYtvlFTtOTBnHRvGy5naegn6BpK+mfP+1pL/7sR2WLl2qZrOZ45DAzBqNRlEP1XZux8Ry3Sz8myzjbyJ2nBj+Husha26X3hQ1sw1m1jSz5tjYWNmHAyozNbe7PRZAylfQD0m6aMr3F7ZiP+DuA+7ecPdGX19fjsMBlWk7tysbGfAj8hT0DyQtM7NLzOynkn4paXsxwwK6qu3c7u/vl7v/4MPMgo+Y2HZZ953J9LFUtUx23nEXfZyix1PV+XWq49fQ3f20md0n6b8knSVpi7t/WtjIgC4ht1FXeZqicvc3Jb1Z0FiAnkFuo46YKQoAiaCgA0Aicr3kAmBmsUZkrIlWVcOyiuNkPcZMzcSs+xe9XVa9fg9mrtABIBEUdABIBAUdABJBQQeARNAUBVC5Xm8u1hVX6ACQCAo6ACSCgg4AiaCgA0AiaIoCBRgeHg5mP8Yaf1UuY1v2sbs567UKec+vG88PV+gAkAgKOgAkgoIOAImgoANAInI1Rc3sgKRxSWckneZmuUhFu7nd39+vZrM5/TGC7fIsL9tOQy3r0r1Z982zXa/J+tyWcX5lN0qLeJfLte5+vIDHAXoNuY1a4SUXAEhE3oLukt4ys2Ez21DEgIAeQW6jdvK+5PILdz9kZn8t6W0z+9zd35u6QeuPYYMkXXzxxTkPB1SG3Ebt5LpCd/dDrc/HJL0m6arINgPu3nD3Rl9fX57DAZUht1FHHV+hm9lfSfqJu4+3vr5B0j8XNrJEnDhxIogtXrw4iI2Pj2d+zOeeey6IPfbYY+0NDDMqKrfzvHuhjHdYFP2Ydc3tbr47J8+7j7LI85LLIkmvtQZztqT/cPf/LGRUQHeR26iljgu6u38p6W8LHAvQE8ht1BVvWwSARFDQASARrIdesqGhoSDWTpMoZvPmzUHs0UcfDWJFNlvw42Lrocd0syFX9FIE27ZtC2J5czvWAC27kViWIpdQaDSyrarCFToAJIKCDgCJoKADQCIo6ACQCJqiJdu6dWvhjzk6OhrEduzYEcRWr15d+LERF1sPvdcUPXO1jPyKNTvfeeedjo/dzTXp8+i06csVOgAkgoIOAImgoANAIijoAJAImqIFOnjwYBDbtWtXpn1vueWWILZ9+/bMxx4YGAhiNEV7TxmNtiqad93M7Tx5XPTz0K3fHzNFAWCOoaADQCIo6ACQiFkLupltMbNjZvbJlNh5Zva2me1vfV5Q7jCB4pHbSE2WpuhWSX+QNHWtzI2S3nX3Z81sY+v7x4sfXr0MDg4GsYmJiUz73n///UHsq6++im67d+/eIPb6668HsbGxsSDGzYx/YKsqzu2sS8G202irYvZiN3N7/vz5QezkyZOZjp1HVbNCizzOrFfo7v6epG+mhddI+v43PCjp1sJGBFSE3EZqOn0NfZG7H259fUSTN9UFUkBuo7ZyN0V98v8LM/6fwcw2mFnTzJqxlwCAXkVuo246LehHzWyJJLU+H5tpQ3cfcPeGuzd4/RY1QG6jtjqdKbpd0jpJz7Y+v1HYiGosdo/FmAULwjdOXHPNNUFs7dq10f1jjaNTp04FsdjSvbF7j+IHKs/tbt5nNKuic3vPnj3R/WMN4lhuP//880Esa25XtSxuN5bfzfK2xZck/beky83sazNbr8lkv97M9kv6h9b3QK2Q20jNrFfo7n7nDD9ioRDUGrmN1DBTFAASQUEHgESwfG6Hdu/eHcRi9/qMue2224LYvHnzgthdd90V3f/xx8OJi6dPnw5imzdvDmKPPPJIEOv0/oX4f8PDw5mexzo0QGOKzu2jR49G9z/77LAkFZ3beX4H7TxeN37XXKEDQCIo6ACQCAo6ACSCgg4AiaAp2qHYLMys7r333kzbLVoUXxdqzZo1QWxoaCiI7d+/P4jt3LkziF133XWZxoOZ9ff3q9lszrpdHWYprl+/vuPjVpXb+/bta29gU+R5brIuf9zO/kXiCh0AEkFBB4BEUNABIBEUdABIBE3RDE6cOBHEXnnllUz7rlq1Kog1Go1c49m4cWMQizWOYgYGBoIYTdFyFD0Dd6bHy9Noq2tux56LO+64I4i9/PLLQSzr85W1edpLs3+5QgeARFDQASARFHQASESWOxZtMbNjZvbJlNhvzeyQmX3Y+ri53GECxSO3kZosTdGtkv4gafpNBf/V3X9X+Ih6UKwpMz4+nmnfMu7hGWs8xRqbO3bsCGKvvfZaEDt+/HgQW7hwYYejq5WtKjG3i26WtfN4WbdNKbdjDdA8uV1Vs7PI2cOzXqG7+3uSvuno0YEeRm4jNXleQ7/PzD5q/bc1vNU3UF/kNmqp04L+R0mXSlop6bCk38+0oZltMLOmmTXHxsY6PBxQGXIbtdVRQXf3o+5+xt0nJG2WdNWPbDvg7g13b/T19XU6TqAS5DbqrKOCbmZLpnx7m6RPZtoWqBNyG3U267tczOwlSaskLTSzryX9RtIqM1spySUdkPTrEsfYdVnXPl+xYkUQu+mmmwoeTVxsynTsnQCnTp0KYrHzi91wNzXkdvbc7uaU96y5HdPN3K5q7fupZi3o7n5nJPxCCWMBKkVuIzXMFAWARFDQASARFHQASATroU9z8ODBILZr165M+z788MNBrOg1sWdy/fXXB7HYNOrYjYw3b94cxOZCU7SXldFQy5PbW7ZsCWL33HNPrvFkdcMNNwSxrDdrvuyyy4JYntxu5/eS58bTneIKHQASQUEHgERQ0AEgERR0AEgETdFpBgcHg9jExESmfdevX58p1mv27dsXxHbu3BnErr322iqGk7SsTfIyZhTGcvvMmTNBLDbGrA3QvOeXdf+s22XN7dia671+Q+gYrtABIBEUdABIBAUdABJBQQeARNAUnWbbtun3C56bBgYGghhN0fYUPduznVnHsePEcvvpp5/OtG9V55L12HnEcrvXm51ZcYUOAImgoANAIijoAJCIWQu6mV1kZjvN7DMz+9TMHmjFzzOzt81sf+vzgvKHCxSH3EZqsjRFT0t62N33mNnPJA2b2duS/lHSu+7+rJltlLRR0uPlDbV4u3fvDmKjo6NdGEnvefXVV4PY8ePHg9jChQurGE5ZSs3trI22rA3Hdhp3sdzev39/pmMXPVuzHVUsN93N3C77PqOzXqG7+2F339P6elzSiKQLJK2R9P1c4kFJtxY2KqAC5DZS09Zr6Ga2VNKVkt6XtMjdD7d+dETSokJHBlSI3EYKMhd0MztH0pCkB93926k/88n/M0T/32BmG8ysaWbNsbGxXIMFykBuIxWZCrqZzdNkwr/o7t+/AHXUzJa0fr5E0rHYvu4+4O4Nd2/09fUVMWagMOQ2UjJrU9QmX8V/QdKIu2+a8qPtktZJerb1+Y1SRliirVu3drzvyMhIEFu+fHmO0VTjqaeeCmLPPPNMEDt16lQQiy2/GruPal30Sm7nnR0Z2//qq6/u+DHrkNuxc3nyySeDWNbcztoALbupmVeWd7n8XNKvJH1sZh+2Yk9oMtn/ZGbrJf1F0u3lDBEoDbmNpMxa0N39z5Jm+qd9dbHDAapDbiM1zBQFgERQ0AEgEVblC/qNRsObzWZlx5vqxIkTQWzx4sVBbHx8PIhdccUVQeyjjz4qZmAV++KLL4JY1obX5ZdfHsQ+//zz3GMqSqPRULPZLH+qYYSZBX9IVSxDO5Nzzz03iOXJ7W42A7MeO2tux/aNbVdGbnf6PGbNba7QASARFHQASAQFHQASQUEHgETMmXuKDg0NBbFYkyjm9tvTmVcSa2z29/cHseHh4SAWazrt2rUriK1ataqjsdVZf3+/sjT8q2ok5sntOjRAY7LmdkxVuZ1nSeUsuEIHgERQ0AEgERR0AEgEBR0AEjFnmqJ5lspNqSkas3bt2iAWa4rGDAwMBLG52BQtWjvNwdWrO19HLLbkbCxWtJmafkU3X2O5nbXh2M3cnv48NBqNTPtxhQ4AiaCgA0AiKOgAkIhZC7qZXWRmO83sMzP71MweaMV/a2aHzOzD1sfN5Q8XKA65jdTMunxu6ya5S9x9j5n9TNKwpFs1eVuu/3H332U9WBXL5x48eDAav+SSS4LYxMREEFu5cmUQ27t3b/6B9bAjR44EsQsvvDCInTlzJojNnz8/iB06dCiInX/++R2OLrt2l88lt6vJ7TJmnmZtbB4+fDiIpZzbWW5Bd1jS4dbX42Y2IumC/EMEuovcRmraeg3dzJZKulLS+63QfWb2kZltMbMFBY8NqAy5jRRkLuhmdo6kIUkPuvu3kv4o6VJJKzV5lfP7GfbbYGZNM2uOjY0VMGSgWOQ2UpGpoJvZPE0m/Ivu/qokuftRdz/j7hOSNku6Kravuw+4e8PdG319fUWNGygEuY2UZHmXi0l6QdKIu2+aEl8yZbPbJH1S/PCA8pDbSE2Wqf8/l/QrSR+b2Yet2BOS7jSzlZJc0gFJvy5lhG0aHByMxmNd/5jUp/nHxG6WHZtO/tZbbwWxkydPBrHY7+Chhx7qcHSlKiy3h4eHg3deFD2Nva65XcZa6nkeM2tuf/fdd0Fs06ZNQayd3C57rfks73L5s6TY22XeLGwUQBeQ20gNM0UBIBEUdABIBAUdABIx69T/IlUxPXrZsmXR+OjoaKb9Y9tdeumlucZUR9u2bQti69aty7Tv8uXLg9jIyEjuMc2m3an/BR87yO2iG2B5c7vKv/VeFsvtu+++O4jFfn9l5HbWZQzcfdYNuUIHgERQ0AEgERR0AEgEBR0AEpFcUxRzVzebomYW/CEV/bdV1Y2V2zl2FnVoxmZtYFe1tnvsJtFZcpsrdABIBAUdABJBQQeARFDQASARFHSgAP39/XL3H3z0GjMLPrKafm7tfGQdy0wfRYsdI+u4s27XLRR0AEgEBR0AEkFBB4BEUNABIBGVzhQ1szFJf5G0UNLxyg5cLs6ld/yNu/d148Dkds+r+7lkyu1KC/r/HdSs6e6Nyg9cAs4FU6X0HHIu9cNLLgCQCAo6ACSiWwV9oEvHLQPngqlSeg45l5rpymvoAIDi8ZILACSi8oJuZjea2RdmNmpmG6s+fh5mtsXMjpnZJ1Ni55nZ22a2v/V5QTfHmIWZXWRmO83sMzP71MweaMVrdy69hNzuvrme25UWdDM7S9K/S7pJ0gpJd5rZiirHkNNWSTdOi22U9K67L5P0buv7Xnda0sPuvkLS30v6p9bvoY7n0hPI7Z4xp3O76iv0qySNuvuX7n5K0suS1lQ8ho65+3uSvpkWXiNpsPX1oKRbKx1UB9z9sLvvaX09LmlE0gWq4bn0EHK7B8z13K66oF8g6asp33/ditXZInc/3Pr6iKRF3RxMu8xsqaQrJb2vmp9Ll5HbPWYu5jZN0QL55FuGavO2ITM7R9KQpAfd/dupP6vbuaBcdcuHuZrbVRf0Q5IumvL9ha1YnR01syWS1Pp8rMvjycTM5mky4V9091db4VqeS48gt3vEXM7tqgv6B5KWmdklZvZTSb+UtL3iMRRtu6R1ra/XSXqji2PJxCZvA/OCpBF33zTlR7U7lx5CbveAuZ7blU8sMrObJf2bpLMkbXH3f6l0ADmY2UuSVmly5bajkn4j6XVJf5J0sSZX27vd3ac3l3qKmf1C0m5JH0uaaIWf0ORrjbU6l15CbnffXM9tZooCQCJoigJAIijoAJAICjoAJIKCDgCJoKADQCIo6ACQCAo6ACSCgg4Aifhfw+iwKtxeGwYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x105284710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = gen_img();\n",
    "img2 = gen_noise_add(img, flip=noise_flip)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.imshow(img)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.imshow(img2);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_bitstring(img):\n",
    "    v = []\n",
    "    bs = sdmlib.Bitstring.init_ones(1000)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            pixel = img.getpixel((px, py))\n",
    "            value = sum([int(x/255+0.5) for x in pixel[:3]])//3\n",
    "            assert value == 0 or value == 1\n",
    "            idx = px+width*py\n",
    "            assert idx >= 0 and idx < 1000, 'Ops {} {} {}'.format(x, y, idx)\n",
    "            bs.set_bit(idx, value)\n",
    "            v.append(value)\n",
    "    v2 = [bs.get_bit(i) for i in xrange(height*width)]\n",
    "    assert v == v2\n",
    "    return bs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_img(bs):\n",
    "    img = Image.new('RGBA', (30, 30), (255, 255, 255))\n",
    "    draw = ImageDraw.Draw(img)\n",
    "    for py in xrange(height):\n",
    "        for px in xrange(width):\n",
    "            idx = px+width*py\n",
    "            assert idx >= 0 and idx < 1000, 'Ops {} {} {}'.format(x, y, idx)\n",
    "            x = 255*bs.get_bit(idx)\n",
    "            draw.point((px, py), fill=(x, x, x))\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bits = 1000\n",
    "sample = 1000000\n",
    "scanner_type = sdmlib.SDM_SCANNER_OPENCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "address_space = sdmlib.AddressSpace.init_random(bits, sample)\n",
    "counter = sdmlib.Counter.init_zero(bits, sample)\n",
    "sdm = sdmlib.SDM(address_space, counter, 451, scanner_type)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fill_memory(letter, p=0.15, n=100):\n",
    "    cols = 15\n",
    "    rows = n//cols + 1\n",
    "    plt.figure(figsize=(20,10))\n",
    "    for i in xrange(n):\n",
    "        img = gen_img(letter=letter);\n",
    "        img2 = gen_noise_add(img, flip=noise_flip)\n",
    "        #display(img2)\n",
    "        plt.subplot(rows, cols, i+1)\n",
    "        plt.imshow(img2)\n",
    "        bs = to_bitstring(img2)\n",
    "        sdm.write(bs, bs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x107046810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('T')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x103817a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fill_memory('I')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read(letter, n=6, p=0.25):\n",
    "    n = 6\n",
    "    cols = 7\n",
    "    rows = n//cols + 1\n",
    "    plt.figure(figsize=(20,10))\n",
    "\n",
    "    img = gen_img(letter=letter);\n",
    "    img2 = gen_noise_add(img, p=p, flip=noise_flip)\n",
    "    plt.subplot(rows, cols, 1)\n",
    "    plt.imshow(img2)\n",
    "\n",
    "    for i in xrange(n):\n",
    "        bs2 = to_bitstring(img2)\n",
    "        bs3 = sdm.read(bs2)\n",
    "        img3 = to_img(bs3)\n",
    "        plt.subplot(rows, cols, i+2)\n",
    "        plt.imshow(img3)\n",
    "        img2 = img3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20a784fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('T', p=0.42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20947d9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "read('I', p=0.42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
